En esta sección se hace la descripción del caso de uso indicando el problema o tarea específica que se soluciona, proporcionando una visión general del mismo. Asimismo, se establece las necesidades y requisitos específicos del proyecto.
| Requisito | Descripcion |
|---|---|
| target_population | La población objetivo está compuesta por personas que han sido arrestadas en el condado de Broward, Florida, y cuyos perfiles fueron evaluados mediante el sistema COMPAS para predecir su probabilidad de reincidencia. La solución impacta principalmente a:\nPersonas privadas de la libertad y en proceso judicial.\nFuncionarios judiciales que toman decisiones de libertad condicional o fianza.\nComunidades vulnerables, especialmente aquellas sobre-representadas en el sistema penal (ej. personas afroamericanas). |
| context | El objetivo del sistema es predecir la probabilidad de reincidencia criminal de una persona en un periodo de dos años, para apoyar la toma de decisiones judiciales como libertad condicional, asignación de recursos de rehabilitación o severidad de las penas. Las metas principales son:\nEvaluar el riesgo de reincidencia de forma automatizada.\nEstablecer perfiles de riesgo que contribuyan a decisiones más informadas.\nMejorar la eficiencia del sistema judicial penal. |
| sensitive_data | En el análisis con enfoque de equidad se reconoce que variables como raza y género son atributos sensibles. El manejo adecuado implica:\nEvaluar el impacto de estos atributos en las decisiones del modelo.\nDocumentar y monitorear continuamente los resultados para evitar discriminación sistemática. |
| limitations | Representatividad limitada: los datos provienen únicamente del condado de Broward, Florida, lo que impide su generalización a otras jurisdicciones.\nPosibles sesgos históricos: los registros reflejan decisiones humanas pasadas, que pueden estar sesgadas.\nTransparencia del algoritmo: el sistema COMPAS es propietario, lo que impide conocer todos los detalles de su funcionamiento interno.\nTiempo de validez: los datos corresponden a un periodo determinado, lo que puede generar desactualización. |
| benefits | Mejora en la toma de decisiones judiciales si se garantiza equidad y precisión.\nReducción del hacinamiento carcelario si se identifican correctamente personas de bajo riesgo.\nDisminución de reincidencia al identificar casos que requieren intervención o seguimiento. |
| ethics | Uso correcto: una aplicación justa del modelo puede mejorar la eficiencia judicial y proteger los derechos individuales.\nUso malintencionado o negligente:\nDiscriminación sistemática hacia grupos históricamente marginados (por ejemplo, afroamericanos).\nPerpetuación de sesgos institucionales al no intervenir adecuadamente en los datos de entrenamiento. |
| maintenance | Se recomienda un monitoreo semestral para:\nAccuracy: Proporción de predicciones correctas sobre el total de casos. Mide el rendimiento general del modelo.\nRecall (Sensibilidad o Tasa de verdaderos positivos): Mide cuántos de los casos realmente positivos (reincidentes) fueron correctamente identificados por el modelo. Es especialmente importante si se quiere evitar liberar a una persona que sí reincide.\nF1-score: Media armónica entre precisión y recall. Es útil cuando existe un desbalance de clases (por ejemplo, si hay menos reincidentes que no reincidentes) y se busca un equilibrio entre falsos positivos y falsos negativos.\nDisparate Impact: Relación entre las tasas de resultados favorables entre un grupo protegido (por ejemplo, personas negras) y un grupo privilegiado (por ejemplo, personas blancas). Un valor cercano a 1 indica paridad, valores inferiores a 0.8 pueden indicar discriminación según criterios legales.\nEqual Opportunity Difference: Diferencia en las tasas de verdaderos positivos entre grupos. Evalúa si el modelo otorga las mismas oportunidades de recibir un resultado positivo correcto a todos los grupos.\nStatistical Parity Difference: Diferencia en la tasa de predicciones positivas entre grupos. Evalúa si los grupos tienen igual probabilidad de ser clasificados como positivos, sin importar el resultado real. |
| description | El conjunto de datos utilizado corresponde a la base de datos de COMPAS Recidivism, publicada por la organización ProPublica. Esta base contiene información de aproximadamente 7.000 personas arrestadas en el condado de Broward, Florida, durante los años 2013 y 2014, sobre reincidencia en el sistema judicial estadounidense.\nEl dataset se encuentra en formato CSV y contiene atributos que describen características demográficas, penales y judiciales de las personas evaluadas. El atributo objetivo o variable de clase es two_year_recid, que indica si la persona cometió un nuevo delito dentro de ese intervalo de tiempo. |
A continuación, se describe el análisis de los datos disponibles para la construcción del modelo
Cual fue la manera en que se llevó a cabo el proceso de recopilación de los datos, indicando si los datos utilizados corresponden a toda una población o si son una muestra representativa de la misma, especificando el porcentaje que representan en relación a la población en cuestión. Además, identificar las razones por las cuales existen valores perdidos en los datos. Asimismo, indicar si los datos han sido sometidos a algún tipo de tratamiento o transformación, o si se encuentran en su formato original
| Ítem | Descripción |
|---|---|
| Fuente de Datos | El conjunto de datos utilizado corresponde a la base de datos de COMPAS Recidivism, publicada por la organización ProPublica. Esta base contiene información de aproximadamente 7.000 personas arrestadas en el condado de Broward, Florida, durante los años 2013 y 2014, sobre reincidencia en el sistema judicial estadounidense. |
| Filas | 5771 |
| Columnas | 5 |
| Atributos sensibles | [race] |
| Atributo de clase | two_year_recid |
| Formato | |
| Descripción | El conjunto de datos utilizado corresponde a la base de datos de COMPAS Recidivism, publicada por la organización ProPublica. Esta base contiene información de aproximadamente 7.000 personas arrestadas en el condado de Broward, Florida, durante los años 2013 y 2014, sobre reincidencia en el sistema judicial estadounidense. |
En esta sección se busca comprender la naturaleza y las características de cada atributo en el conjunto de datos. Esto implica examinar el tipo de dato, la escala de medición, el rango de valores posibles, la presencia de valores atípicos o perdidos, y cualquier otra información relevante relacionada con cada atributo
| Atributo | Descripción |
|---|---|
| sex | Sexo de la persona evaluada. Generalmente toma los valores Male (hombre) o Female (mujer). Es considerado un atributo sensible o protegido. |
| age_cat | Categoría de edad. Agrupa la edad cronológica en rangos como Less than 25, 25 - 45, y Greater than 45. |
| race | Raza de la persona evaluada. Incluye categorías como African-American, Caucasian, Hispanic, Asian, Native American, etc. Es otro atributo sensible comúnmente analizado por su impacto en las predicciones. |
| priors_count | Número de antecedentes penales antes del cargo actual. Es una variable numérica que indica cuántas veces la persona ha sido arrestada anteriormente. |
| c_charge_degree | Gravedad del cargo más reciente. Suele codificarse como F (felonía, o delito grave) o M (misdemeanor, o delito menor). |
| two_year_recid | Variable objetivo. Indica si la persona fue arrestada nuevamente dentro de los dos años posteriores a la evaluación. Es binaria: 1 si reincidió, 0 si no reincidió. |
| Atributo | Tipo | Cantidad | Valores unicos | Mas frecuente | Menos frecuente | Valores nulos |
|---|---|---|---|---|---|---|
| sex | category | 5771 | 2 | 0 | 1 | 0 |
| age_cat | category | 5771 | 3 | 25 | 0 | 0 |
| race | category | 5771 | 2 | 0 | 1 | 0 |
| priors_count | category | 5771 | 3 | 3 | 0 | 0 |
| c_charge_degree | category | 5771 | 2 | 1 | 0 | 0 |
| two_year_recid | category | 5771 | 2 | 1 | 0 | 0 |
Registros del grupo privilegiado (`race` == 1): 1980 (34.31%)
col_0 Conteo two_year_recid 0 788 1 1192
En esta sección se determina que atributos deben ser intervenidos y como se debería realizar dicha intervención
| Attribute | Data Type | Missing Values% | Unique Values% | Minimum Value | Maximum Value | DQ Issue |
|---|---|---|---|---|---|---|
| sex | category | 0.0 | 1 | NaN | NaN | No issue |
| age_cat | category | 0.0 | 2 | NaN | NaN | No issue |
| race | category | 0.0 | 1 | NaN | NaN | No issue |
| priors_count | category | 0.0 | 2 | NaN | NaN | No issue |
| c_charge_degree | category | 0.0 | 1 | NaN | NaN | No issue |
| two_year_recid | category | 0.0 | 1 | NaN | NaN | Target column |
En esta etapa los datos deben ser intervenidos con el fin de que tengan las representaciones adecuadas tanto del caso de uso que se está solucionando
| Metrica | Columna_1 | Columna_2 | Valor | Ranking |
|---|---|---|---|---|
| Chi-cuadrado | priors_count | two_year_recid | 465.532597 | True |
| Chi-cuadrado | age_cat | priors_count | 287.857129 | True |
| Chi-cuadrado | priors_count | c_charge_degree | 171.130398 | True |
| Chi-cuadrado | age_cat | two_year_recid | 143.128396 | True |
| Chi-cuadrado | age_cat | race | 141.142711 | True |
| Chi-cuadrado | sex | priors_count | 103.057212 | True |
| Chi-cuadrado | race | priors_count | 79.922280 | True |
| Chi-cuadrado | c_charge_degree | two_year_recid | 55.908188 | True |
| Chi-cuadrado | sex | two_year_recid | 47.347854 | True |
| Chi-cuadrado | sex | race | 37.322490 | True |
Este informe presenta el análisis de equidad realizado sobre el dataset y los modelos evaluados.
| Group | Non-Privileged Label Distribution | Jensen-Shannon Divergence | Kullback-Leibler Divergence | Demographic Parity | Theil Index (Overall) | Theil Index (Within-group) | Theil Index (Between-group) |
|---|---|---|---|---|---|---|---|
| Non-Privileged Group (race != 1) | {1: 0.521762068055922, 0: 0.4782379319440781} | 0.000237 | 0.000947 | 0.080258 | 0.0 | 0.0 | 0.0 |
En esta fase se prueban las técnicas y algoritmos de ML más adecuados para abordar el problema en cuestión
La clasificación se trata de predecir etiquetas de clase dados los datos de entrada. En clasificación binaria, hay dos clases de salida posibles; por lo tanto se establece cual valor corresponde a la clase positiva y cual a la negativa, adicionalmente la métrica de rendimiento que se utilizará para definir el mejor de los modelos
| Metrica | Descripcion | Tipo |
|---|---|---|
| equal_opportunity_difference | Diferencia en la tasa de verdaderos positivos (recall) entre grupos. | Equidad |
| equalized_odds_difference | la diferencia absoluta entre los grupos protegidos la tasa de verdaderos positivos (TPR) y la tasa de falsos positivos (FPR) | Equidad |
| statistical_parity_difference | Diferencia entre las tasas de resultados positivos entre grupos; indica disparidad de selección. | Equidad |
| disparate_impact | Razón entre la tasa de selección de un grupo y la de otro; detecta discriminación si es muy diferente de 1. | Equidad |
| accuracy | Proporción de predicciones correctas respecto al total de muestras; mide el rendimiento general de un modelo. | Rendimiento |
| f1_score | Media armónica entre precisión y recall; equilibra la importancia de falsos positivos y falsos negativos. | Rendimiento |
| recall | También llamado sensibilidad, mide la proporción de positivos reales que son identificados correctamente; ayuda a minimizar falsos negativos. | Rendimiento |
Cual es el comportamiento de los modelos generados para cada una de las técnicas seleccionadas y de las métricas de rendimiento definidas
| Algoritmo | Fase | Intervencion | Proceso | accuracy | f1_score | recall | equal_opportunity_difference | equalized_odds_difference | statistical_parity_difference | disparate_impact |
|---|---|---|---|---|---|---|---|---|---|---|
| AdaBoostClassifier | BASE_LINE | SMOTE | SMOTE | 0.677755 | 0.701349 | 0.688525 | -0.098089 | 0.195748 | -0.176059 | 0.728169 |
| AdaBoostClassifier | BASE_LINE | ROS | ROS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | BASE_LINE | RUS | RUS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| GradientBoostingClassifier | BASE_LINE | RUS | RUS | 0.668053 | 0.706675 | 0.727617 | -0.127352 | 0.177776 | -0.182454 | 0.741069 |
| XGBClassifier | BASE_LINE | RUS | RUS | 0.667360 | 0.704433 | 0.721311 | -0.126631 | 0.163040 | -0.176033 | 0.746384 |
| RandomForestClassifier | BASE_LINE | RUS | RUS | 0.667360 | 0.704433 | 0.721311 | -0.126631 | 0.163040 | -0.176033 | 0.746384 |
| AdaBoostClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| AdaBoostClassifier | BASE_LINE | HYPERPARAMETER | HYPERPARAMETER | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| GradientBoostingClassifier | BASE_LINE | SMOTE | SMOTE | 0.665974 | 0.704294 | 0.723834 | -0.133388 | 0.185512 | -0.188691 | 0.733016 |
| ExtraTreesClassifier | BASE_LINE | HYPERPARAMETER | HYPERPARAMETER | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| XGBClassifier | BASE_LINE | ROS | ROS | 0.663202 | 0.703659 | 0.727617 | -0.116571 | 0.139735 | -0.159521 | 0.770173 |
| GradientBoostingClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| RandomForestClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier | BASE_LINE | HYPERPARAMETER | HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier | BASE_LINE | ROS | ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| ExtraTreesClassifier | BASE_LINE | ROS | ROS | 0.661816 | 0.701711 | 0.723834 | -0.122607 | 0.141854 | -0.163649 | 0.764226 |
| DecisionTreeClassifier | BASE_LINE | ROS | ROS | 0.661816 | 0.701711 | 0.723834 | -0.122607 | 0.141854 | -0.163649 | 0.764226 |
| XGBClassifier | BASE_LINE | SMOTE | SMOTE | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| RandomForestClassifier | BASE_LINE | SMOTE | SMOTE | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| ExtraTreesClassifier | BASE_LINE | SMOTE | SMOTE | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| DecisionTreeClassifier | BASE_LINE | SMOTE | SMOTE | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| ExtraTreesClassifier | BASE_LINE | RUS | RUS | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| DecisionTreeClassifier | BASE_LINE | RUS | RUS | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| XGBClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| ExtraTreesClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| DecisionTreeClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| RandomForestClassifier | BASE_LINE | ROS | ROS | 0.656272 | 0.692689 | 0.704918 | -0.071932 | 0.102528 | -0.117236 | 0.818991 |
| GradientBoostingClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| XGBClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| AdaBoostClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| RandomForestClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| ExtraTreesClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| DecisionTreeClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
Una vez establecido el modelo que se utilizará se procede nuevamente a realizar la evaluación de las métricas definidas, para revisar varios aspectos para comprender la calidad y el rendimiento del modelo
Algunas de las métricas utilizadas para detectar la justicia en las decisiones que se toman, se soportan en el análisis de la matriz de confusión...
Integrar métodos de identificación y mitigación de sesgos en modelos de ML requiere una comprensión de los objetivos por el cual se requiere automatizar la toma de decisiones...
Consiste en ajustar los datos antes de iniciar el proceso de entrenamiento...
| Algoritmo | Fase | Intervencion | Proceso | accuracy | f1_score | recall | equal_opportunity_difference | equalized_odds_difference | statistical_parity_difference | disparate_impact |
|---|---|---|---|---|---|---|---|---|---|---|
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.677755 | 0.701349 | 0.688525 | -0.098089 | 0.195748 | -0.176059 | 0.728169 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_SMOTE | 0.677755 | 0.701349 | 0.688525 | -0.098089 | 0.195748 | -0.176059 | 0.728169 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.676369 | 0.704991 | 0.703657 | -0.084725 | 0.204771 | -0.171219 | 0.741535 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.676369 | 0.704991 | 0.703657 | -0.084725 | 0.204771 | -0.171219 | 0.741535 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_ROS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_RUS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| GradientBoostingClassifier | PREPROCESSING | DEMV | DEMV | 0.674290 | 0.699488 | 0.689786 | -0.090686 | 0.198510 | -0.171977 | 0.735334 |
| GradientBoostingClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.674290 | 0.699488 | 0.689786 | -0.090686 | 0.198510 | -0.171977 | 0.735334 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_BAL_GAN_FAIR | 0.673597 | 0.693957 | 0.673392 | -0.106062 | 0.200724 | -0.182068 | 0.715180 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_DEMV | 0.673597 | 0.693957 | 0.673392 | -0.106062 | 0.200724 | -0.182068 | 0.715180 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.672211 | 0.697764 | 0.688525 | -0.092698 | 0.209746 | -0.177228 | 0.729012 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_BAL_GAN_FAIR | 0.672211 | 0.697764 | 0.688525 | -0.092698 | 0.209746 | -0.177228 | 0.729012 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.672211 | 0.697764 | 0.688525 | -0.092698 | 0.209746 | -0.177228 | 0.729012 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_DEMV | 0.672211 | 0.697764 | 0.688525 | -0.092698 | 0.209746 | -0.177228 | 0.729012 |
| AdaBoostClassifier | PREPROCESSING | DEMV | HYPERPARAMETER | 0.671518 | 0.696931 | 0.687264 | -0.089320 | 0.209746 | -0.175119 | 0.731372 |
| AdaBoostClassifier | PREPROCESSING | BAL_GAN_FAIR | HYPERPARAMETER | 0.671518 | 0.696931 | 0.687264 | -0.089320 | 0.209746 | -0.175119 | 0.731372 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_SMOTE | 0.670132 | 0.710814 | 0.737705 | -0.100474 | 0.143973 | -0.153329 | 0.779094 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_RUS | 0.668746 | 0.710303 | 0.738966 | -0.098462 | 0.145353 | -0.152343 | 0.781180 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FOS | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| AdaBoostClassifier | PREPROCESSING | DEMV | DEMV | 0.667360 | 0.696970 | 0.696091 | -0.080626 | 0.182203 | -0.157620 | 0.758993 |
| AdaBoostClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.667360 | 0.696970 | 0.696091 | -0.080626 | 0.182203 | -0.157620 | 0.758993 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.665974 | 0.703202 | 0.720050 | -0.123253 | 0.168658 | -0.176033 | 0.746384 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FOS | 0.665281 | 0.714708 | 0.762926 | -0.087185 | 0.140926 | -0.142526 | 0.801885 |
| ExtraTreesClassifier | PREPROCESSING | FOS | HYPERPARAMETER | 0.665281 | 0.710952 | 0.749054 | -0.098537 | 0.133284 | -0.146380 | 0.792884 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_BAL_GAN_FAIR | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_DEMV | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_ROS | 0.663895 | 0.711138 | 0.752837 | -0.103282 | 0.145901 | -0.153832 | 0.785540 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| AdaBoostClassifier | PREPROCESSING | FOS | FOS | 0.662509 | 0.701410 | 0.721311 | -0.045775 | 0.101790 | -0.102833 | 0.841743 |
| AdaBoostClassifier | PREPROCESSING | FOS | HYPERPARAMETER | 0.662509 | 0.701410 | 0.721311 | -0.045775 | 0.101790 | -0.102833 | 0.841743 |
| ExtraTreesClassifier | PREPROCESSING | DEMV | HYPERPARAMETER | 0.661816 | 0.697270 | 0.708701 | -0.001210 | 0.058965 | -0.059607 | 0.901896 |
| ExtraTreesClassifier | PREPROCESSING | BAL_GAN_FAIR | HYPERPARAMETER | 0.661816 | 0.697270 | 0.708701 | -0.001210 | 0.058965 | -0.059607 | 0.901896 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| RandomForestClassifier | PREPROCESSING | FOS | FOS | 0.659044 | 0.701094 | 0.727617 | -0.035714 | 0.072867 | -0.084212 | 0.869979 |
| GradientBoostingClassifier | PREPROCESSING | FOS | HYPERPARAMETER | 0.659044 | 0.701094 | 0.727617 | -0.035714 | 0.072867 | -0.084212 | 0.869979 |
| GradientBoostingClassifier | PREPROCESSING | FOS | FOS | 0.658351 | 0.701393 | 0.730139 | -0.042471 | 0.089721 | -0.094760 | 0.856037 |
| ExtraTreesClassifier | PREPROCESSING | FOS | FOS | 0.658351 | 0.699573 | 0.723834 | -0.041751 | 0.069368 | -0.086230 | 0.866428 |
| DecisionTreeClassifier | PREPROCESSING | FOS | FOS | 0.658351 | 0.699573 | 0.723834 | -0.041751 | 0.069368 | -0.086230 | 0.866428 |
| XGBClassifier | PREPROCESSING | FOS | FOS | 0.657658 | 0.699147 | 0.723834 | -0.041751 | 0.074986 | -0.088340 | 0.863606 |
| GradientBoostingClassifier | PREPROCESSING | DEMV | HYPERPARAMETER | 0.656272 | 0.697929 | 0.722573 | -0.022201 | 0.072867 | -0.075773 | 0.881464 |
| GradientBoostingClassifier | PREPROCESSING | BAL_GAN_FAIR | HYPERPARAMETER | 0.656272 | 0.697929 | 0.722573 | -0.022201 | 0.072867 | -0.075773 | 0.881464 |
| XGBClassifier | PREPROCESSING | DEMV | DEMV | 0.653500 | 0.689441 | 0.699874 | -0.058418 | 0.102528 | -0.108797 | 0.829803 |
| RandomForestClassifier | PREPROCESSING | DEMV | DEMV | 0.653500 | 0.689441 | 0.699874 | -0.058418 | 0.102528 | -0.108797 | 0.829803 |
| XGBClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.653500 | 0.689441 | 0.699874 | -0.058418 | 0.102528 | -0.108797 | 0.829803 |
| RandomForestClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.653500 | 0.689441 | 0.699874 | -0.058418 | 0.102528 | -0.108797 | 0.829803 |
| ExtraTreesClassifier | PREPROCESSING | DEMV | DEMV | 0.652807 | 0.688239 | 0.697352 | -0.051661 | 0.096910 | -0.102468 | 0.838101 |
| DecisionTreeClassifier | PREPROCESSING | DEMV | DEMV | 0.652807 | 0.688239 | 0.697352 | -0.051661 | 0.096910 | -0.102468 | 0.838101 |
| ExtraTreesClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.652807 | 0.688239 | 0.697352 | -0.051661 | 0.096910 | -0.102468 | 0.838101 |
| DecisionTreeClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.652807 | 0.688239 | 0.697352 | -0.051661 | 0.096910 | -0.102468 | 0.838101 |
| AdaBoostClassifier | PREPROCESSING | FAIR_GAN | HYPERPARAMETER | 0.616078 | 0.672577 | 0.717528 | -0.251258 | 0.251258 | -0.262942 | 0.671149 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.614692 | 0.690078 | 0.780580 | -0.075188 | 0.075188 | -0.094845 | 0.874773 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.614692 | 0.690078 | 0.780580 | -0.075188 | 0.075188 | -0.094845 | 0.874773 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.614692 | 0.690078 | 0.780580 | -0.075188 | 0.075188 | -0.094845 | 0.874773 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_GAN | 0.614692 | 0.690078 | 0.780580 | -0.075188 | 0.075188 | -0.094845 | 0.874773 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.611227 | 0.654344 | 0.669609 | -0.090536 | 0.090536 | -0.098523 | 0.846383 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_GAN | 0.611227 | 0.654344 | 0.669609 | -0.090536 | 0.090536 | -0.098523 | 0.846383 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.610534 | 0.685330 | 0.771753 | -0.078491 | 0.078491 | -0.093676 | 0.875274 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.604297 | 0.676120 | 0.751576 | -0.072951 | 0.072951 | -0.082853 | 0.886167 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.595981 | 0.491718 | 0.355612 | -0.176478 | 0.176478 | -0.184472 | 0.500345 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_SMOTE | 0.595981 | 0.491718 | 0.355612 | -0.176478 | 0.176478 | -0.184472 | 0.500345 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_GAN | 0.592516 | 0.690200 | 0.825977 | -0.078219 | 0.078219 | -0.072344 | 0.911163 |
| AdaBoostClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.592516 | 0.640147 | 0.659521 | -0.343813 | 0.343813 | -0.322798 | 0.596290 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.591823 | 0.482880 | 0.346784 | -0.158220 | 0.158220 | -0.164452 | 0.530419 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| ExtraTreesClassifier | PREPROCESSING | FAIR_GAN | HYPERPARAMETER | 0.575884 | 0.682243 | 0.828499 | -0.160442 | 0.237122 | -0.200533 | 0.781989 |
| GradientBoostingClassifier | PREPROCESSING | FAIR_GAN | HYPERPARAMETER | 0.566875 | 0.625075 | 0.656999 | -0.293933 | 0.404875 | -0.348434 | 0.585030 |
| XGBClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.565489 | 0.623423 | 0.654477 | -0.287176 | 0.404875 | -0.344215 | 0.587985 |
| RandomForestClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.562024 | 0.617433 | 0.643127 | -0.316065 | 0.421086 | -0.367056 | 0.563949 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_SMOTE | 0.562024 | 0.404896 | 0.271122 | -0.128011 | 0.128011 | -0.127673 | 0.530876 |
| GradientBoostingClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.559252 | 0.618247 | 0.649433 | -0.241320 | 0.332389 | -0.286632 | 0.640572 |
| DecisionTreeClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.553708 | 0.604908 | 0.621690 | -0.210119 | 0.369787 | -0.282942 | 0.632563 |
| ExtraTreesClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.550243 | 0.599630 | 0.612863 | -0.234984 | 0.381761 | -0.301655 | 0.611455 |
| AdaBoostClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539848 | 0.365201 | 0.240858 | -0.645270 | 0.645270 | -0.533755 | 0.000000 |
| AdaBoostClassifier | PREPROCESSING | FAIR_SMOTE | HYPERPARAMETER | 0.539848 | 0.365201 | 0.240858 | -0.645270 | 0.645270 | -0.533755 | 0.000000 |
| XGBClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539155 | 0.375587 | 0.252207 | -0.675676 | 0.675676 | -0.573840 | 0.000000 |
| RandomForestClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539155 | 0.375587 | 0.252207 | -0.675676 | 0.675676 | -0.573840 | 0.000000 |
| ExtraTreesClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539155 | 0.375587 | 0.252207 | -0.675676 | 0.675676 | -0.573840 | 0.000000 |
| DecisionTreeClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539155 | 0.375587 | 0.252207 | -0.675676 | 0.675676 | -0.573840 | 0.000000 |
| ExtraTreesClassifier | PREPROCESSING | FAIR_SMOTE | HYPERPARAMETER | 0.532918 | 0.330020 | 0.209332 | -0.560811 | 0.560811 | -0.449367 | 0.000000 |
| GradientBoostingClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.532225 | 0.336283 | 0.215637 | -0.577703 | 0.577703 | -0.472574 | 0.000000 |
| GradientBoostingClassifier | PREPROCESSING | FAIR_SMOTE | HYPERPARAMETER | 0.531532 | 0.338552 | 0.218159 | -0.584459 | 0.584459 | -0.483122 | 0.000000 |
En este caso los datos originales no se ajustan, sino que se optimiza un modelo para que además de ser preciso sea justo...
| Algoritmo | Fase | Intervencion | Proceso | accuracy | f1_score | recall | equal_opportunity_difference | equalized_odds_difference | statistical_parity_difference | disparate_impact |
|---|---|---|---|---|---|---|---|---|---|---|
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | DEMV | 0.672211 | 0.685714 | 0.650694 | -0.126108 | 0.211412 | -0.198306 | 0.683512 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | SMOTE | 0.670132 | 0.715311 | 0.754098 | -0.085098 | 0.131903 | -0.139064 | 0.802053 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | ROS | 0.668746 | 0.711701 | 0.744010 | -0.117366 | 0.183298 | -0.178646 | 0.751677 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | SMOTE | 0.668053 | 0.711966 | 0.746532 | -0.124123 | 0.200152 | -0.189194 | 0.740815 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | RUS | 0.667360 | 0.711885 | 0.747793 | -0.122111 | 0.195915 | -0.186098 | 0.745056 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | UNAWARENESS | 0.666667 | 0.711803 | 0.749054 | -0.120099 | 0.191678 | -0.183002 | 0.749298 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | UNAWARENESS | 0.665281 | 0.726346 | 0.808323 | -0.068655 | 0.142021 | -0.131056 | 0.827920 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | SMOTE | 0.665281 | 0.726346 | 0.808323 | -0.068655 | 0.142021 | -0.131056 | 0.827920 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | FOS | 0.664588 | 0.712930 | 0.757881 | -0.084453 | 0.116335 | -0.130900 | 0.814787 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | ROS | 0.663895 | 0.719815 | 0.785624 | -0.088701 | 0.152709 | -0.147294 | 0.803331 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | ROS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | RUS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | FOS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | BAL_GAN_FAIR | 0.663202 | 0.672507 | 0.629256 | -0.122580 | 0.196677 | -0.188561 | 0.688579 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | UNAWARENESS | 0.662509 | 0.713023 | 0.762926 | -0.097966 | 0.155661 | -0.154106 | 0.788883 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | FOS | 0.661123 | 0.720412 | 0.794451 | -0.031493 | 0.075248 | -0.081593 | 0.886250 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | BAL_GAN_FAIR | 0.654193 | 0.706643 | 0.757881 | -0.079062 | 0.092292 | -0.115420 | 0.836690 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | DEMV | 0.654193 | 0.706643 | 0.757881 | -0.079062 | 0.092292 | -0.115420 | 0.836690 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | BAL_GAN_FAIR | 0.654193 | 0.706643 | 0.757881 | -0.079062 | 0.092292 | -0.115420 | 0.836690 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | DEMV | 0.654193 | 0.706643 | 0.757881 | -0.079062 | 0.092292 | -0.115420 | 0.836690 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | RUS | 0.654193 | 0.693301 | 0.711223 | -0.180461 | 0.186155 | -0.213779 | 0.703710 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | UNAWARENESS | 0.653500 | 0.669312 | 0.638083 | -0.097715 | 0.190868 | -0.169090 | 0.723625 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | ROS | 0.653500 | 0.669312 | 0.638083 | -0.097715 | 0.190868 | -0.169090 | 0.723625 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | UNAWARENESS | 0.653500 | 0.669312 | 0.638083 | -0.097715 | 0.190868 | -0.169090 | 0.723625 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | ROS | 0.653500 | 0.669312 | 0.638083 | -0.097715 | 0.190868 | -0.169090 | 0.723625 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | BAL_GAN_FAIR | 0.652114 | 0.689356 | 0.702396 | 0.015682 | 0.024424 | -0.033487 | 0.943512 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | DEMV | 0.652114 | 0.675711 | 0.659521 | 0.044300 | 0.044300 | -0.021979 | 0.959145 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | UNAWARENESS | 0.647263 | 0.686383 | 0.702396 | -0.086737 | 0.141116 | -0.139365 | 0.791613 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | BAL_GAN_FAIR | 0.645877 | 0.671805 | 0.659521 | 0.044300 | 0.044300 | -0.006407 | 0.987995 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | DEMV | 0.643798 | 0.672194 | 0.664565 | 0.036177 | 0.036177 | -0.020189 | 0.963335 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | FOS | 0.643105 | 0.673431 | 0.669609 | 0.001101 | 0.028756 | -0.042318 | 0.925982 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | SMOTE | 0.641026 | 0.622999 | 0.539723 | -0.130676 | 0.163255 | -0.176412 | 0.661461 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | SMOTE | 0.641026 | 0.622999 | 0.539723 | -0.130676 | 0.163255 | -0.176412 | 0.661461 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | RUS | 0.636175 | 0.622030 | 0.544767 | -0.133409 | 0.147686 | -0.170357 | 0.677003 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | RUS | 0.636175 | 0.622030 | 0.544767 | -0.133409 | 0.147686 | -0.170357 | 0.677003 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | ROS | 0.635482 | 0.637741 | 0.583859 | -0.135720 | 0.149519 | -0.171317 | 0.700353 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | FOS | 0.634789 | 0.602264 | 0.503153 | -0.156683 | 0.159208 | -0.189279 | 0.618220 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | FOS | 0.634789 | 0.602264 | 0.503153 | -0.156683 | 0.159208 | -0.189279 | 0.618220 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | SMOTE | 0.631324 | 0.631579 | 0.575032 | -0.149804 | 0.151638 | -0.179573 | 0.685913 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | RUS | 0.631324 | 0.631579 | 0.575032 | -0.149804 | 0.151638 | -0.179573 | 0.685913 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | FAIR_GAN | 0.607069 | 0.686913 | 0.784363 | -0.079932 | 0.079932 | -0.086726 | 0.886441 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | FAIR_SMOTE | 0.595981 | 0.491718 | 0.355612 | -0.176478 | 0.176478 | -0.184472 | 0.500345 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | FAIR_GAN | 0.581428 | 0.654857 | 0.722573 | -0.356409 | 0.470720 | -0.413580 | 0.560455 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | FAIR_GAN | 0.570340 | 0.609079 | 0.609079 | -0.073916 | 0.073916 | -0.070731 | 0.881532 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | FAIR_GAN | 0.570340 | 0.609079 | 0.609079 | -0.073916 | 0.073916 | -0.070731 | 0.881532 |
| NEURONAL_NETWORK | IN_PROCESSING | FairODTrainer | SMOTE | 0.549550 | 0.709302 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | FairODTrainer | BAL_GAN_FAIR | 0.549550 | 0.709302 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | FairODTrainer | DEMV | 0.549550 | 0.709302 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | FairODTrainer | FAIR_GAN | 0.549550 | 0.709302 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | FAIR_GAN | 0.541234 | 0.591862 | 0.605296 | -0.295571 | 0.397877 | -0.341465 | 0.575185 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | FAIR_SMOTE | 0.533611 | 0.334322 | 0.213115 | -0.570946 | 0.570946 | -0.459916 | 0.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | FAIR_SMOTE | 0.533611 | 0.323618 | 0.203026 | -0.069559 | 0.069559 | -0.071149 | 0.621074 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | FAIR_SMOTE | 0.533611 | 0.323618 | 0.203026 | -0.069559 | 0.069559 | -0.071149 | 0.621074 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | FAIR_SMOTE | 0.531532 | 0.335953 | 0.215637 | -0.577703 | 0.577703 | -0.474684 | 0.000000 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | FAIR_GAN | 0.471240 | 0.097041 | 0.051702 | -0.138514 | 0.138514 | -0.109705 | 0.000000 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | FAIR_SMOTE | 0.450450 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | BAL_GAN_FAIR | 0.450450 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | DEMV | 0.450450 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN |
Estos métodos están encaminados a buscar la generación de resultados más justos.
| Algoritmo | Fase | Intervencion | Proceso | accuracy | f1_score | recall | equal_opportunity_difference | equalized_odds_difference | statistical_parity_difference | disparate_impact |
|---|---|---|---|---|---|---|---|---|---|---|
| GradientBoostingClassifier | POSTPROCESSING | RejectOptionClassification | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | EqOddsPostprocessing | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier | POSTPROCESSING | RejectOptionClassification | XGBClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier | POSTPROCESSING | EqOddsPostprocessing | XGBClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | XGBClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | RejectOptionClassification | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | EqOddsPostprocessing | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| RandomForestClassifier | POSTPROCESSING | RejectOptionClassification | RandomForestClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| RandomForestClassifier | POSTPROCESSING | EqOddsPostprocessing | RandomForestClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| RandomForestClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | RandomForestClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | RejectOptionClassification | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | EqOddsPostprocessing | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| DecisionTreeClassifier | POSTPROCESSING | RejectOptionClassification | DecisionTreeClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| DecisionTreeClassifier | POSTPROCESSING | EqOddsPostprocessing | DecisionTreeClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| DecisionTreeClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | DecisionTreeClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | RejectOptionClassification | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | EqOddsPostprocessing | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | RejectOptionClassification | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | EqOddsPostprocessing | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | RejectOptionClassification | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | EqOddsPostprocessing | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | DEMV_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | DEMV_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | DEMV_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | ROS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | ROS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | ROS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | RUS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | RUS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | RUS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | SMOTE_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | SMOTE_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | SMOTE_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | RejectOptionClassification | NONE_BASE_LINE_VALUES | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | EqOddsPostprocessing | NONE_BASE_LINE_VALUES | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | CalibratedEqOddsPostprocessing | NONE_BASE_LINE_VALUES | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | AdaBoostClassifier | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| AdaBoostClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | AdaBoostClassifier | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | FOS_HYPERPARAMETER | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| GradientBoostingClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | GradientBoostingClassifier | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| ExtraTreesClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | ExtraTreesClassifier | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | GradientBoostingClassifier | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | BAL_GAN_FAIR_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | BAL_GAN_FAIR_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | DEMV_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | FOS_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | ROS_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | RUS_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | SMOTE_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| XGBClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | XGBClassifier | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| ExtraTreesClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | ExtraTreesClassifier | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| DecisionTreeClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | DecisionTreeClassifier | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | FairnessAwareMetaEstimator | NONE_BASE_LINE_VALUES | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| RandomForestClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | RandomForestClassifier | 0.661123 | 0.704888 | 0.736444 | -0.140220 | 0.195915 | -0.195386 | 0.732332 |
| AdaBoostClassifier | POSTPROCESSING | ThresholdOptimizer | AdaBoostClassifier | 0.648649 | 0.679317 | 0.677175 | 0.072469 | 0.072469 | 0.002652 | 1.004872 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | FOS_HYPERPARAMETER | 0.648649 | 0.679317 | 0.677175 | 0.072469 | 0.072469 | 0.002652 | 1.004872 |
| GradientBoostingClassifier | POSTPROCESSING | ThresholdOptimizer | GradientBoostingClassifier | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | BAL_GAN_FAIR_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | DEMV_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | FOS_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | ROS_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | RUS_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | SMOTE_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| AdaBoostClassifier | POSTPROCESSING | ThresholdOptimizer | AdaBoostClassifier | 0.645184 | 0.675539 | 0.672131 | 0.091373 | 0.091373 | 0.012123 | 1.022623 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | BAL_GAN_FAIR_HYPERPARAMETER | 0.644491 | 0.686239 | 0.707440 | 0.066854 | 0.066854 | -0.004455 | 0.992405 |
| XGBClassifier | POSTPROCESSING | ThresholdOptimizer | XGBClassifier | 0.644491 | 0.678773 | 0.683480 | 0.066358 | 0.066358 | 0.006597 | 1.011935 |
| ExtraTreesClassifier | POSTPROCESSING | ThresholdOptimizer | ExtraTreesClassifier | 0.644491 | 0.678773 | 0.683480 | 0.082529 | 0.082529 | 0.022305 | 1.041139 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | ThresholdOptimizer | NONE_BASE_LINE_VALUES | 0.644491 | 0.678773 | 0.683480 | 0.066358 | 0.066358 | 0.006597 | 1.011935 |
| ExtraTreesClassifier | POSTPROCESSING | ThresholdOptimizer | ExtraTreesClassifier | 0.641719 | 0.677882 | 0.686003 | 0.059601 | 0.059601 | -0.007139 | 0.987420 |
| GradientBoostingClassifier | POSTPROCESSING | ThresholdOptimizer | GradientBoostingClassifier | 0.640333 | 0.676232 | 0.683480 | 0.082529 | 0.082529 | 0.006505 | 1.011680 |
| RandomForestClassifier | POSTPROCESSING | ThresholdOptimizer | RandomForestClassifier | 0.638947 | 0.667518 | 0.659521 | 0.049690 | 0.049690 | -0.011796 | 0.978328 |
| DecisionTreeClassifier | POSTPROCESSING | ThresholdOptimizer | DecisionTreeClassifier | 0.637561 | 0.673737 | 0.680958 | 0.078505 | 0.078505 | -0.002920 | 0.994817 |
Al finalizar el entrenamiento, se obtiene un conjunto de modelos construidos mediante intervenciones de equidad que cumplen con los criterios de la frontera de Pareto. Las métricas asociadas a estos modelos son analizadas para identificar las intervenciones más prometedoras, las cuales se considerarán en la recomendación final sobre las fases más apropiadas del proceso de machine learning para implementar dichas intervenciones.
| Algoritmo | Fase | Intervencion | Proceso | accuracy | f1_score | recall | equal_opportunity_difference | equalized_odds_difference | statistical_parity_difference | disparate_impact |
|---|---|---|---|---|---|---|---|---|---|---|
| GradientBoostingClassifier | POSTPROCESSING | RejectOptionClassification | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | EqOddsPostprocessing | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier | POSTPROCESSING | RejectOptionClassification | XGBClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier | POSTPROCESSING | EqOddsPostprocessing | XGBClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | XGBClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | RejectOptionClassification | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | EqOddsPostprocessing | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| RandomForestClassifier | POSTPROCESSING | RejectOptionClassification | RandomForestClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| RandomForestClassifier | POSTPROCESSING | EqOddsPostprocessing | RandomForestClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| RandomForestClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | RandomForestClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | RejectOptionClassification | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | EqOddsPostprocessing | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| DecisionTreeClassifier | POSTPROCESSING | RejectOptionClassification | DecisionTreeClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| DecisionTreeClassifier | POSTPROCESSING | EqOddsPostprocessing | DecisionTreeClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| DecisionTreeClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | DecisionTreeClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | RejectOptionClassification | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | EqOddsPostprocessing | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | ExtraTreesClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | RejectOptionClassification | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | EqOddsPostprocessing | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | AdaBoostClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | RejectOptionClassification | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | EqOddsPostprocessing | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier | POSTPROCESSING | CalibratedEqOddsPostprocessing | GradientBoostingClassifier | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | BAL_GAN_FAIR_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | DEMV_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | DEMV_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | DEMV_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | FOS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | ROS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | ROS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | ROS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | RUS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | RUS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | RUS_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | RejectOptionClassification | SMOTE_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | EqOddsPostprocessing | SMOTE_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | CalibratedEqOddsPostprocessing | SMOTE_HYPERPARAMETER | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | RejectOptionClassification | NONE_BASE_LINE_VALUES | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | EqOddsPostprocessing | NONE_BASE_LINE_VALUES | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | CalibratedEqOddsPostprocessing | NONE_BASE_LINE_VALUES | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | -0.111573 | 0.821333 |
| NN_CONFIG | BASE_LINE | NONE | NN | 0.679834 | 0.704225 | 0.693569 | -0.181678 | 0.270996 | -0.255725 | 0.637085 |
| AdaBoostClassifier | BASE_LINE | SMOTE | SMOTE | 0.677755 | 0.701349 | 0.688525 | -0.098089 | 0.195748 | -0.176059 | 0.728169 |
| AdaBoostClassifier | BASE_LINE | SMOTE | HYPERPARAMETER | 0.677755 | 0.701349 | 0.688525 | -0.098089 | 0.195748 | -0.176059 | 0.728169 |
| AdaBoostClassifier | BASE_LINE | FAIR_PCA | SMOTE | 0.677755 | 0.701349 | 0.688525 | -0.098089 | 0.195748 | -0.176059 | 0.728169 |
| AdaBoostClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER_SMOTE | 0.677755 | 0.701349 | 0.688525 | -0.098089 | 0.195748 | -0.176059 | 0.728169 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.677755 | 0.701349 | 0.688525 | -0.098089 | 0.195748 | -0.176059 | 0.728169 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_SMOTE | 0.677755 | 0.701349 | 0.688525 | -0.098089 | 0.195748 | -0.176059 | 0.728169 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.676369 | 0.704991 | 0.703657 | -0.084725 | 0.204771 | -0.171219 | 0.741535 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.676369 | 0.704991 | 0.703657 | -0.084725 | 0.204771 | -0.171219 | 0.741535 |
| AdaBoostClassifier | BASE_LINE | ROS | ROS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | BASE_LINE | ROS | HYPERPARAMETER | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | BASE_LINE | RUS | RUS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | BASE_LINE | RUS | HYPERPARAMETER | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | BASE_LINE | FAIR_PCA | ROS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER_ROS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | BASE_LINE | FAIR_PCA | RUS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER_RUS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_ROS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_RUS | 0.676369 | 0.700833 | 0.689786 | -0.096076 | 0.197129 | -0.175073 | 0.730570 |
| GradientBoostingClassifier | PREPROCESSING | DEMV | DEMV | 0.674290 | 0.699488 | 0.689786 | -0.090686 | 0.198510 | -0.171977 | 0.735334 |
| GradientBoostingClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.674290 | 0.699488 | 0.689786 | -0.090686 | 0.198510 | -0.171977 | 0.735334 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_BAL_GAN_FAIR | 0.673597 | 0.693957 | 0.673392 | -0.106062 | 0.200724 | -0.182068 | 0.715180 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_DEMV | 0.673597 | 0.693957 | 0.673392 | -0.106062 | 0.200724 | -0.182068 | 0.715180 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.672211 | 0.697764 | 0.688525 | -0.092698 | 0.209746 | -0.177228 | 0.729012 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_BAL_GAN_FAIR | 0.672211 | 0.697764 | 0.688525 | -0.092698 | 0.209746 | -0.177228 | 0.729012 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.672211 | 0.697764 | 0.688525 | -0.092698 | 0.209746 | -0.177228 | 0.729012 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_DEMV | 0.672211 | 0.697764 | 0.688525 | -0.092698 | 0.209746 | -0.177228 | 0.729012 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | DEMV | 0.672211 | 0.685714 | 0.650694 | -0.126108 | 0.211412 | -0.198306 | 0.683512 |
| AdaBoostClassifier | PREPROCESSING | DEMV | HYPERPARAMETER | 0.671518 | 0.696931 | 0.687264 | -0.089320 | 0.209746 | -0.175119 | 0.731372 |
| AdaBoostClassifier | PREPROCESSING | BAL_GAN_FAIR | HYPERPARAMETER | 0.671518 | 0.696931 | 0.687264 | -0.089320 | 0.209746 | -0.175119 | 0.731372 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | SMOTE | 0.670132 | 0.715311 | 0.754098 | -0.085098 | 0.131903 | -0.139064 | 0.802053 |
| ExtraTreesClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER_SMOTE | 0.670132 | 0.710814 | 0.737705 | -0.100474 | 0.143973 | -0.153329 | 0.779094 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_SMOTE | 0.670132 | 0.710814 | 0.737705 | -0.100474 | 0.143973 | -0.153329 | 0.779094 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | ROS | 0.668746 | 0.711701 | 0.744010 | -0.117366 | 0.183298 | -0.178646 | 0.751677 |
| ExtraTreesClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER_RUS | 0.668746 | 0.710303 | 0.738966 | -0.098462 | 0.145353 | -0.152343 | 0.781180 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_RUS | 0.668746 | 0.710303 | 0.738966 | -0.098462 | 0.145353 | -0.152343 | 0.781180 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | SMOTE | 0.668053 | 0.711966 | 0.746532 | -0.124123 | 0.200152 | -0.189194 | 0.740815 |
| GradientBoostingClassifier | BASE_LINE | RUS | RUS | 0.668053 | 0.706675 | 0.727617 | -0.127352 | 0.177776 | -0.182454 | 0.741069 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | RUS | 0.667360 | 0.711885 | 0.747793 | -0.122111 | 0.195915 | -0.186098 | 0.745056 |
| AdaBoostClassifier | BASE_LINE | FAIR_PCA | FAIR_PCA | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| AdaBoostClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FOS | 0.667360 | 0.710495 | 0.742749 | -0.103207 | 0.157970 | -0.159795 | 0.773901 |
| XGBClassifier | BASE_LINE | RUS | RUS | 0.667360 | 0.704433 | 0.721311 | -0.126631 | 0.163040 | -0.176033 | 0.746384 |
| RandomForestClassifier | BASE_LINE | RUS | RUS | 0.667360 | 0.704433 | 0.721311 | -0.126631 | 0.163040 | -0.176033 | 0.746384 |
| AdaBoostClassifier | PREPROCESSING | DEMV | DEMV | 0.667360 | 0.696970 | 0.696091 | -0.080626 | 0.182203 | -0.157620 | 0.758993 |
| AdaBoostClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.667360 | 0.696970 | 0.696091 | -0.080626 | 0.182203 | -0.157620 | 0.758993 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | UNAWARENESS | 0.666667 | 0.711803 | 0.749054 | -0.120099 | 0.191678 | -0.183002 | 0.749298 |
| AdaBoostClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| AdaBoostClassifier | BASE_LINE | HYPERPARAMETER | HYPERPARAMETER | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| AdaBoostClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | AdaBoostClassifier | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| AdaBoostClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | AdaBoostClassifier | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | FOS_HYPERPARAMETER | 0.665974 | 0.710337 | 0.745271 | -0.109964 | 0.180442 | -0.172454 | 0.760284 |
| GradientBoostingClassifier | BASE_LINE | SMOTE | SMOTE | 0.665974 | 0.704294 | 0.723834 | -0.133388 | 0.185512 | -0.188691 | 0.733016 |
| GradientBoostingClassifier | BASE_LINE | FAIR_PCA | SMOTE | 0.665974 | 0.703202 | 0.720050 | -0.123253 | 0.168658 | -0.176033 | 0.746384 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.665974 | 0.703202 | 0.720050 | -0.123253 | 0.168658 | -0.176033 | 0.746384 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | UNAWARENESS | 0.665281 | 0.726346 | 0.808323 | -0.068655 | 0.142021 | -0.131056 | 0.827920 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | SMOTE | 0.665281 | 0.726346 | 0.808323 | -0.068655 | 0.142021 | -0.131056 | 0.827920 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FOS | 0.665281 | 0.714708 | 0.762926 | -0.087185 | 0.140926 | -0.142526 | 0.801885 |
| ExtraTreesClassifier | BASE_LINE | ROS | HYPERPARAMETER | 0.665281 | 0.710952 | 0.749054 | -0.098537 | 0.133284 | -0.146380 | 0.792884 |
| ExtraTreesClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER_ROS | 0.665281 | 0.710952 | 0.749054 | -0.098537 | 0.133284 | -0.146380 | 0.792884 |
| ExtraTreesClassifier | PREPROCESSING | FOS | HYPERPARAMETER | 0.665281 | 0.710952 | 0.749054 | -0.098537 | 0.133284 | -0.146380 | 0.792884 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | FOS | 0.664588 | 0.712930 | 0.757881 | -0.084453 | 0.116335 | -0.130900 | 0.814787 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | ROS | 0.663895 | 0.719815 | 0.785624 | -0.088701 | 0.152709 | -0.147294 | 0.803331 |
| ExtraTreesClassifier | BASE_LINE | HYPERPARAMETER | HYPERPARAMETER | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| GradientBoostingClassifier | BASE_LINE | FAIR_PCA | FAIR_PCA | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| XGBClassifier | BASE_LINE | FAIR_PCA | FAIR_PCA | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| RandomForestClassifier | BASE_LINE | FAIR_PCA | FAIR_PCA | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| ExtraTreesClassifier | BASE_LINE | FAIR_PCA | FAIR_PCA | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| DecisionTreeClassifier | BASE_LINE | FAIR_PCA | FAIR_PCA | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| ExtraTreesClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| GradientBoostingClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_BAL_GAN_FAIR | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_DEMV | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | ROS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | RUS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | FOS | 0.663895 | 0.714874 | 0.766709 | -0.091930 | 0.153542 | -0.149978 | 0.794538 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_ROS | 0.663895 | 0.711138 | 0.752837 | -0.103282 | 0.145901 | -0.153832 | 0.785540 |
| XGBClassifier | BASE_LINE | ROS | ROS | 0.663202 | 0.703659 | 0.727617 | -0.116571 | 0.139735 | -0.159521 | 0.770173 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | BAL_GAN_FAIR | 0.663202 | 0.672507 | 0.629256 | -0.122580 | 0.196677 | -0.188561 | 0.688579 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | UNAWARENESS | 0.662509 | 0.713023 | 0.762926 | -0.097966 | 0.155661 | -0.154106 | 0.788883 |
| GradientBoostingClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| RandomForestClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier | BASE_LINE | HYPERPARAMETER | HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | GradientBoostingClassifier | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| ExtraTreesClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | ExtraTreesClassifier | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | GradientBoostingClassifier | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | BAL_GAN_FAIR_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | BAL_GAN_FAIR_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | DEMV_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | FOS_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | ROS_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | RUS_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | FairnessAwareMetaEstimator | SMOTE_HYPERPARAMETER | 0.662509 | 0.710979 | 0.755359 | -0.110039 | 0.168373 | -0.166490 | 0.771918 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FOS | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_BAL_GAN_FAIR | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_DEMV | 0.662509 | 0.707858 | 0.744010 | -0.111976 | 0.164231 | -0.166216 | 0.768275 |
| GradientBoostingClassifier | BASE_LINE | ROS | ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | BASE_LINE | FAIR_PCA | ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| XGBClassifier | BASE_LINE | FAIR_PCA | ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| RandomForestClassifier | BASE_LINE | FAIR_PCA | ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| ExtraTreesClassifier | BASE_LINE | FAIR_PCA | ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| DecisionTreeClassifier | BASE_LINE | FAIR_PCA | ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | BASE_LINE | FAIR_PCA | RUS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_ROS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FOS | 0.662509 | 0.703951 | 0.730139 | -0.123328 | 0.156589 | -0.170070 | 0.758644 |
| AdaBoostClassifier | PREPROCESSING | FOS | FOS | 0.662509 | 0.701410 | 0.721311 | -0.045775 | 0.101790 | -0.102833 | 0.841743 |
| AdaBoostClassifier | PREPROCESSING | FOS | HYPERPARAMETER | 0.662509 | 0.701410 | 0.721311 | -0.045775 | 0.101790 | -0.102833 | 0.841743 |
| ExtraTreesClassifier | BASE_LINE | ROS | ROS | 0.661816 | 0.701711 | 0.723834 | -0.122607 | 0.141854 | -0.163649 | 0.764226 |
| DecisionTreeClassifier | BASE_LINE | ROS | ROS | 0.661816 | 0.701711 | 0.723834 | -0.122607 | 0.141854 | -0.163649 | 0.764226 |
| ExtraTreesClassifier | PREPROCESSING | DEMV | HYPERPARAMETER | 0.661816 | 0.697270 | 0.708701 | -0.001210 | 0.058965 | -0.059607 | 0.901896 |
| ExtraTreesClassifier | PREPROCESSING | BAL_GAN_FAIR | HYPERPARAMETER | 0.661816 | 0.697270 | 0.708701 | -0.001210 | 0.058965 | -0.059607 | 0.901896 |
| XGBClassifier | BASE_LINE | SMOTE | SMOTE | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| RandomForestClassifier | BASE_LINE | SMOTE | SMOTE | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| ExtraTreesClassifier | BASE_LINE | SMOTE | SMOTE | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| DecisionTreeClassifier | BASE_LINE | SMOTE | SMOTE | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| GradientBoostingClassifier | BASE_LINE | SMOTE | HYPERPARAMETER | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| ExtraTreesClassifier | BASE_LINE | RUS | RUS | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| DecisionTreeClassifier | BASE_LINE | RUS | RUS | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| GradientBoostingClassifier | BASE_LINE | RUS | HYPERPARAMETER | 0.661816 | 0.695381 | 0.702396 | -0.075956 | 0.123715 | -0.129619 | 0.799871 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | FOS | 0.661123 | 0.720412 | 0.794451 | -0.031493 | 0.075248 | -0.081593 | 0.886250 |
| XGBClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| ExtraTreesClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| DecisionTreeClassifier | BASE_LINE | NONE | BASE_LINE_VALUES | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| XGBClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | XGBClassifier | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| ExtraTreesClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | ExtraTreesClassifier | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| DecisionTreeClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | DecisionTreeClassifier | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | FairnessAwareMetaEstimator | NONE_BASE_LINE_VALUES | 0.661123 | 0.709102 | 0.751576 | -0.116075 | 0.170491 | -0.170618 | 0.766263 |
| RandomForestClassifier | POSTPROCESSING | FairnessAwareMetaEstimator | RandomForestClassifier | 0.661123 | 0.704888 | 0.736444 | -0.140220 | 0.195915 | -0.195386 | 0.732332 |
| XGBClassifier | BASE_LINE | FAIR_PCA | SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| RandomForestClassifier | BASE_LINE | FAIR_PCA | SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| ExtraTreesClassifier | BASE_LINE | FAIR_PCA | SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| DecisionTreeClassifier | BASE_LINE | FAIR_PCA | SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| GradientBoostingClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| XGBClassifier | BASE_LINE | FAIR_PCA | RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| RandomForestClassifier | BASE_LINE | FAIR_PCA | RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| ExtraTreesClassifier | BASE_LINE | FAIR_PCA | RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| DecisionTreeClassifier | BASE_LINE | FAIR_PCA | RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| GradientBoostingClassifier | BASE_LINE | FAIR_PCA | HYPERPARAMETER_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_SMOTE | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_RUS | 0.661123 | 0.701647 | 0.725095 | -0.125986 | 0.153090 | -0.169978 | 0.757320 |
| RandomForestClassifier | PREPROCESSING | FOS | FOS | 0.659044 | 0.701094 | 0.727617 | -0.035714 | 0.072867 | -0.084212 | 0.869979 |
| GradientBoostingClassifier | PREPROCESSING | FOS | HYPERPARAMETER | 0.659044 | 0.701094 | 0.727617 | -0.035714 | 0.072867 | -0.084212 | 0.869979 |
| GradientBoostingClassifier | PREPROCESSING | FOS | FOS | 0.658351 | 0.701393 | 0.730139 | -0.042471 | 0.089721 | -0.094760 | 0.856037 |
| ExtraTreesClassifier | PREPROCESSING | FOS | FOS | 0.658351 | 0.699573 | 0.723834 | -0.041751 | 0.069368 | -0.086230 | 0.866428 |
| DecisionTreeClassifier | PREPROCESSING | FOS | FOS | 0.658351 | 0.699573 | 0.723834 | -0.041751 | 0.069368 | -0.086230 | 0.866428 |
| ExtraTreesClassifier | BASE_LINE | SMOTE | HYPERPARAMETER | 0.658351 | 0.684984 | 0.675914 | -0.204456 | 0.227242 | -0.246346 | 0.648290 |
| ExtraTreesClassifier | BASE_LINE | RUS | HYPERPARAMETER | 0.658351 | 0.684984 | 0.675914 | -0.204456 | 0.227242 | -0.246346 | 0.648290 |
| XGBClassifier | PREPROCESSING | FOS | FOS | 0.657658 | 0.699147 | 0.723834 | -0.041751 | 0.074986 | -0.088340 | 0.863606 |
| GradientBoostingClassifier | PREPROCESSING | DEMV | HYPERPARAMETER | 0.656272 | 0.697929 | 0.722573 | -0.022201 | 0.072867 | -0.075773 | 0.881464 |
| GradientBoostingClassifier | PREPROCESSING | BAL_GAN_FAIR | HYPERPARAMETER | 0.656272 | 0.697929 | 0.722573 | -0.022201 | 0.072867 | -0.075773 | 0.881464 |
| RandomForestClassifier | BASE_LINE | ROS | ROS | 0.656272 | 0.692689 | 0.704918 | -0.071932 | 0.102528 | -0.117236 | 0.818991 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | BAL_GAN_FAIR | 0.654193 | 0.706643 | 0.757881 | -0.079062 | 0.092292 | -0.115420 | 0.836690 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | DEMV | 0.654193 | 0.706643 | 0.757881 | -0.079062 | 0.092292 | -0.115420 | 0.836690 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | BAL_GAN_FAIR | 0.654193 | 0.706643 | 0.757881 | -0.079062 | 0.092292 | -0.115420 | 0.836690 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | DEMV | 0.654193 | 0.706643 | 0.757881 | -0.079062 | 0.092292 | -0.115420 | 0.836690 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | RUS | 0.654193 | 0.693301 | 0.711223 | -0.180461 | 0.186155 | -0.213779 | 0.703710 |
| GradientBoostingClassifier | BASE_LINE | ROS | HYPERPARAMETER | 0.654193 | 0.692923 | 0.709962 | -0.085445 | 0.141854 | -0.140442 | 0.790661 |
| XGBClassifier | PREPROCESSING | DEMV | DEMV | 0.653500 | 0.689441 | 0.699874 | -0.058418 | 0.102528 | -0.108797 | 0.829803 |
| RandomForestClassifier | PREPROCESSING | DEMV | DEMV | 0.653500 | 0.689441 | 0.699874 | -0.058418 | 0.102528 | -0.108797 | 0.829803 |
| XGBClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.653500 | 0.689441 | 0.699874 | -0.058418 | 0.102528 | -0.108797 | 0.829803 |
| RandomForestClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.653500 | 0.689441 | 0.699874 | -0.058418 | 0.102528 | -0.108797 | 0.829803 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | UNAWARENESS | 0.653500 | 0.669312 | 0.638083 | -0.097715 | 0.190868 | -0.169090 | 0.723625 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | ROS | 0.653500 | 0.669312 | 0.638083 | -0.097715 | 0.190868 | -0.169090 | 0.723625 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | UNAWARENESS | 0.653500 | 0.669312 | 0.638083 | -0.097715 | 0.190868 | -0.169090 | 0.723625 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | ROS | 0.653500 | 0.669312 | 0.638083 | -0.097715 | 0.190868 | -0.169090 | 0.723625 |
| ExtraTreesClassifier | PREPROCESSING | DEMV | DEMV | 0.652807 | 0.688239 | 0.697352 | -0.051661 | 0.096910 | -0.102468 | 0.838101 |
| DecisionTreeClassifier | PREPROCESSING | DEMV | DEMV | 0.652807 | 0.688239 | 0.697352 | -0.051661 | 0.096910 | -0.102468 | 0.838101 |
| ExtraTreesClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.652807 | 0.688239 | 0.697352 | -0.051661 | 0.096910 | -0.102468 | 0.838101 |
| DecisionTreeClassifier | PREPROCESSING | BAL_GAN_FAIR | BAL_GAN_FAIR | 0.652807 | 0.688239 | 0.697352 | -0.051661 | 0.096910 | -0.102468 | 0.838101 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | BAL_GAN_FAIR | 0.652114 | 0.689356 | 0.702396 | 0.015682 | 0.024424 | -0.033487 | 0.943512 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | DEMV | 0.652114 | 0.675711 | 0.659521 | 0.044300 | 0.044300 | -0.021979 | 0.959145 |
| AdaBoostClassifier | POSTPROCESSING | ThresholdOptimizer | AdaBoostClassifier | 0.648649 | 0.679317 | 0.677175 | 0.072469 | 0.072469 | 0.002652 | 1.004872 |
| AdaBoostClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | FOS_HYPERPARAMETER | 0.648649 | 0.679317 | 0.677175 | 0.072469 | 0.072469 | 0.002652 | 1.004872 |
| GradientBoostingClassifier | POSTPROCESSING | ThresholdOptimizer | GradientBoostingClassifier | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | BAL_GAN_FAIR_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_DEMV_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | DEMV_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_FOS_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | FOS_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_ROS_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | ROS_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_RUS_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | RUS_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GradientBoostingClassifier_SMOTE_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | SMOTE_HYPERPARAMETER | 0.647956 | 0.683292 | 0.691047 | 0.062259 | 0.062259 | 0.004396 | 1.007863 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | UNAWARENESS | 0.647263 | 0.686383 | 0.702396 | -0.086737 | 0.141116 | -0.139365 | 0.791613 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | BAL_GAN_FAIR | 0.645877 | 0.671805 | 0.659521 | 0.044300 | 0.044300 | -0.006407 | 0.987995 |
| AdaBoostClassifier | POSTPROCESSING | ThresholdOptimizer | AdaBoostClassifier | 0.645184 | 0.675539 | 0.672131 | 0.091373 | 0.091373 | 0.012123 | 1.022623 |
| ExtraTreesClassifier_BAL_GAN_FAIR_HYPERPARAMETER | POSTPROCESSING | ThresholdOptimizer | BAL_GAN_FAIR_HYPERPARAMETER | 0.644491 | 0.686239 | 0.707440 | 0.066854 | 0.066854 | -0.004455 | 0.992405 |
| ExtraTreesClassifier | POSTPROCESSING | ThresholdOptimizer | ExtraTreesClassifier | 0.644491 | 0.678773 | 0.683480 | 0.082529 | 0.082529 | 0.022305 | 1.041139 |
| XGBClassifier | POSTPROCESSING | ThresholdOptimizer | XGBClassifier | 0.644491 | 0.678773 | 0.683480 | 0.066358 | 0.066358 | 0.006597 | 1.011935 |
| XGBClassifier_NONE_BASE_LINE_VALUES | POSTPROCESSING | ThresholdOptimizer | NONE_BASE_LINE_VALUES | 0.644491 | 0.678773 | 0.683480 | 0.066358 | 0.066358 | 0.006597 | 1.011935 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | DEMV | 0.643798 | 0.672194 | 0.664565 | 0.036177 | 0.036177 | -0.020189 | 0.963335 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | FOS | 0.643105 | 0.673431 | 0.669609 | 0.001101 | 0.028756 | -0.042318 | 0.925982 |
| ExtraTreesClassifier | POSTPROCESSING | ThresholdOptimizer | ExtraTreesClassifier | 0.641719 | 0.677882 | 0.686003 | 0.059601 | 0.059601 | -0.007139 | 0.987420 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | SMOTE | 0.641026 | 0.622999 | 0.539723 | -0.130676 | 0.163255 | -0.176412 | 0.661461 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | SMOTE | 0.641026 | 0.622999 | 0.539723 | -0.130676 | 0.163255 | -0.176412 | 0.661461 |
| GradientBoostingClassifier | POSTPROCESSING | ThresholdOptimizer | GradientBoostingClassifier | 0.640333 | 0.676232 | 0.683480 | 0.082529 | 0.082529 | 0.006505 | 1.011680 |
| RandomForestClassifier | POSTPROCESSING | ThresholdOptimizer | RandomForestClassifier | 0.638947 | 0.667518 | 0.659521 | 0.049690 | 0.049690 | -0.011796 | 0.978328 |
| DecisionTreeClassifier | POSTPROCESSING | ThresholdOptimizer | DecisionTreeClassifier | 0.637561 | 0.673737 | 0.680958 | 0.078505 | 0.078505 | -0.002920 | 0.994817 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | RUS | 0.636175 | 0.622030 | 0.544767 | -0.133409 | 0.147686 | -0.170357 | 0.677003 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | RUS | 0.636175 | 0.622030 | 0.544767 | -0.133409 | 0.147686 | -0.170357 | 0.677003 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | ROS | 0.635482 | 0.637741 | 0.583859 | -0.135720 | 0.149519 | -0.171317 | 0.700353 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | FOS | 0.634789 | 0.602264 | 0.503153 | -0.156683 | 0.159208 | -0.189279 | 0.618220 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | FOS | 0.634789 | 0.602264 | 0.503153 | -0.156683 | 0.159208 | -0.189279 | 0.618220 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | SMOTE | 0.631324 | 0.631579 | 0.575032 | -0.149804 | 0.151638 | -0.179573 | 0.685913 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | RUS | 0.631324 | 0.631579 | 0.575032 | -0.149804 | 0.151638 | -0.179573 | 0.685913 |
| AdaBoostClassifier | PREPROCESSING | FAIR_GAN | HYPERPARAMETER | 0.616078 | 0.672577 | 0.717528 | -0.251258 | 0.251258 | -0.262942 | 0.671149 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.614692 | 0.690078 | 0.780580 | -0.075188 | 0.075188 | -0.094845 | 0.874773 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.614692 | 0.690078 | 0.780580 | -0.075188 | 0.075188 | -0.094845 | 0.874773 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.614692 | 0.690078 | 0.780580 | -0.075188 | 0.075188 | -0.094845 | 0.874773 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_GAN | 0.614692 | 0.690078 | 0.780580 | -0.075188 | 0.075188 | -0.094845 | 0.874773 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.611227 | 0.654344 | 0.669609 | -0.090536 | 0.090536 | -0.098523 | 0.846383 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_GAN | 0.611227 | 0.654344 | 0.669609 | -0.090536 | 0.090536 | -0.098523 | 0.846383 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.610534 | 0.685330 | 0.771753 | -0.078491 | 0.078491 | -0.093676 | 0.875274 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | FAIR_GAN | 0.607069 | 0.686913 | 0.784363 | -0.079932 | 0.079932 | -0.086726 | 0.886441 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_GAN | 0.604297 | 0.676120 | 0.751576 | -0.072951 | 0.072951 | -0.082853 | 0.886167 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.595981 | 0.491718 | 0.355612 | -0.176478 | 0.176478 | -0.184472 | 0.500345 |
| AdaBoostClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_SMOTE | 0.595981 | 0.491718 | 0.355612 | -0.176478 | 0.176478 | -0.184472 | 0.500345 |
| NEURONAL_NETWORK | IN_PROCESSING | FAIR_FOR_FREE | FAIR_SMOTE | 0.595981 | 0.491718 | 0.355612 | -0.176478 | 0.176478 | -0.184472 | 0.500345 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_GAN | 0.592516 | 0.690200 | 0.825977 | -0.078219 | 0.078219 | -0.072344 | 0.911163 |
| AdaBoostClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.592516 | 0.640147 | 0.659521 | -0.343813 | 0.343813 | -0.322798 | 0.596290 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.591823 | 0.482880 | 0.346784 | -0.158220 | 0.158220 | -0.164452 | 0.530419 |
| GradientBoostingClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| XGBClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| AdaBoostClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| RandomForestClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| ExtraTreesClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| DecisionTreeClassifier | BASE_LINE | PCA | PCA | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| ExtraTreesClassifier | BASE_LINE | PCA | HYPERPARAMETER | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| AdaBoostClassifier | BASE_LINE | PCA | HYPERPARAMETER | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| GradientBoostingClassifier | BASE_LINE | PCA | HYPERPARAMETER | 0.591130 | 0.690776 | 0.831021 | -0.054000 | 0.155708 | -0.109149 | 0.870980 |
| XGBClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| RandomForestClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| DecisionTreeClassifier | PREPROCESSING | UNAWARENESS | UNAWARENESS_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| GradientBoostingClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_SMOTE | 0.586972 | 0.470693 | 0.334174 | -0.172950 | 0.172950 | -0.174727 | 0.498058 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | FAIR_GAN | 0.581428 | 0.654857 | 0.722573 | -0.356409 | 0.470720 | -0.413580 | 0.560455 |
| ExtraTreesClassifier | PREPROCESSING | FAIR_GAN | HYPERPARAMETER | 0.575884 | 0.682243 | 0.828499 | -0.160442 | 0.237122 | -0.200533 | 0.781989 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | FAIR_GAN | 0.570340 | 0.609079 | 0.609079 | -0.073916 | 0.073916 | -0.070731 | 0.881532 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | FAIR_GAN | 0.570340 | 0.609079 | 0.609079 | -0.073916 | 0.073916 | -0.070731 | 0.881532 |
| GradientBoostingClassifier | PREPROCESSING | FAIR_GAN | HYPERPARAMETER | 0.566875 | 0.625075 | 0.656999 | -0.293933 | 0.404875 | -0.348434 | 0.585030 |
| XGBClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.565489 | 0.623423 | 0.654477 | -0.287176 | 0.404875 | -0.344215 | 0.587985 |
| RandomForestClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.562024 | 0.617433 | 0.643127 | -0.316065 | 0.421086 | -0.367056 | 0.563949 |
| ExtraTreesClassifier | PREPROCESSING | UNAWARENESS | HYPERPARAMETER_FAIR_SMOTE | 0.562024 | 0.404896 | 0.271122 | -0.128011 | 0.128011 | -0.127673 | 0.530876 |
| GradientBoostingClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.559252 | 0.618247 | 0.649433 | -0.241320 | 0.332389 | -0.286632 | 0.640572 |
| DecisionTreeClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.553708 | 0.604908 | 0.621690 | -0.210119 | 0.369787 | -0.282942 | 0.632563 |
| ExtraTreesClassifier | PREPROCESSING | FAIR_GAN | FAIR_GAN | 0.550243 | 0.599630 | 0.612863 | -0.234984 | 0.381761 | -0.301655 | 0.611455 |
| NEURONAL_NETWORK | IN_PROCESSING | FairODTrainer | SMOTE | 0.549550 | 0.709302 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | FairODTrainer | BAL_GAN_FAIR | 0.549550 | 0.709302 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | FairODTrainer | DEMV | 0.549550 | 0.709302 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | FairODTrainer | FAIR_GAN | 0.549550 | 0.709302 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | FAIR_GAN | 0.541234 | 0.591862 | 0.605296 | -0.295571 | 0.397877 | -0.341465 | 0.575185 |
| GradientBoostingClassifier | BASE_LINE | PCA | SMOTE | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| XGBClassifier | BASE_LINE | PCA | SMOTE | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| AdaBoostClassifier | BASE_LINE | PCA | SMOTE | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| RandomForestClassifier | BASE_LINE | PCA | SMOTE | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| ExtraTreesClassifier | BASE_LINE | PCA | SMOTE | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| DecisionTreeClassifier | BASE_LINE | PCA | SMOTE | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| ExtraTreesClassifier | BASE_LINE | PCA | HYPERPARAMETER_SMOTE | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| AdaBoostClassifier | BASE_LINE | PCA | HYPERPARAMETER_SMOTE | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| GradientBoostingClassifier | BASE_LINE | PCA | HYPERPARAMETER_SMOTE | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| GradientBoostingClassifier | BASE_LINE | PCA | ROS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| XGBClassifier | BASE_LINE | PCA | ROS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| AdaBoostClassifier | BASE_LINE | PCA | ROS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| RandomForestClassifier | BASE_LINE | PCA | ROS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| ExtraTreesClassifier | BASE_LINE | PCA | ROS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| DecisionTreeClassifier | BASE_LINE | PCA | ROS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| ExtraTreesClassifier | BASE_LINE | PCA | HYPERPARAMETER_ROS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| AdaBoostClassifier | BASE_LINE | PCA | HYPERPARAMETER_ROS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| GradientBoostingClassifier | BASE_LINE | PCA | HYPERPARAMETER_ROS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| GradientBoostingClassifier | BASE_LINE | PCA | RUS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| XGBClassifier | BASE_LINE | PCA | RUS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| AdaBoostClassifier | BASE_LINE | PCA | RUS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| RandomForestClassifier | BASE_LINE | PCA | RUS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| ExtraTreesClassifier | BASE_LINE | PCA | RUS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| DecisionTreeClassifier | BASE_LINE | PCA | RUS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| ExtraTreesClassifier | BASE_LINE | PCA | HYPERPARAMETER_RUS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| AdaBoostClassifier | BASE_LINE | PCA | HYPERPARAMETER_RUS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| GradientBoostingClassifier | BASE_LINE | PCA | HYPERPARAMETER_RUS | 0.539848 | 0.402878 | 0.282472 | -0.142245 | 0.142245 | -0.148332 | 0.537437 |
| AdaBoostClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539848 | 0.365201 | 0.240858 | -0.645270 | 0.645270 | -0.533755 | 0.000000 |
| AdaBoostClassifier | PREPROCESSING | FAIR_SMOTE | HYPERPARAMETER | 0.539848 | 0.365201 | 0.240858 | -0.645270 | 0.645270 | -0.533755 | 0.000000 |
| XGBClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539155 | 0.375587 | 0.252207 | -0.675676 | 0.675676 | -0.573840 | 0.000000 |
| RandomForestClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539155 | 0.375587 | 0.252207 | -0.675676 | 0.675676 | -0.573840 | 0.000000 |
| ExtraTreesClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539155 | 0.375587 | 0.252207 | -0.675676 | 0.675676 | -0.573840 | 0.000000 |
| DecisionTreeClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.539155 | 0.375587 | 0.252207 | -0.675676 | 0.675676 | -0.573840 | 0.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | RULER | FAIR_SMOTE | 0.533611 | 0.334322 | 0.213115 | -0.570946 | 0.570946 | -0.459916 | 0.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_FGSM | FAIR_SMOTE | 0.533611 | 0.323618 | 0.203026 | -0.069559 | 0.069559 | -0.071149 | 0.621074 |
| NEURONAL_NETWORK | IN_PROCESSING | ROB_FAIRNESS_PGD | FAIR_SMOTE | 0.533611 | 0.323618 | 0.203026 | -0.069559 | 0.069559 | -0.071149 | 0.621074 |
| ExtraTreesClassifier | PREPROCESSING | FAIR_SMOTE | HYPERPARAMETER | 0.532918 | 0.330020 | 0.209332 | -0.560811 | 0.560811 | -0.449367 | 0.000000 |
| GradientBoostingClassifier | PREPROCESSING | FAIR_SMOTE | FAIR_SMOTE | 0.532225 | 0.336283 | 0.215637 | -0.577703 | 0.577703 | -0.472574 | 0.000000 |
| GradientBoostingClassifier | PREPROCESSING | FAIR_SMOTE | HYPERPARAMETER | 0.531532 | 0.338552 | 0.218159 | -0.584459 | 0.584459 | -0.483122 | 0.000000 |
| NEURONAL_NETWORK | IN_PROCESSING | DISTRACTION | FAIR_SMOTE | 0.531532 | 0.335953 | 0.215637 | -0.577703 | 0.577703 | -0.474684 | 0.000000 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | FAIR_GAN | 0.471240 | 0.097041 | 0.051702 | -0.138514 | 0.138514 | -0.109705 | 0.000000 |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | FAIR_SMOTE | 0.450450 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | BAL_GAN_FAIR | 0.450450 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN |
| GERRY_FAIR_CLASSIFIER | IN_PROCESSING | GERRY_FAIR_CLASSIFIER | DEMV | 0.450450 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN |
Luego de tener resultados de evaluación del modelo se pueden establecer un conjunto de acciones para comprender cómo se toman las decisiones. Es recomendable hacer un análisis de importancia de características, para establecer la contribución relativa de cada característica en las predicciones del modelo. Teniendo en cuenta este orden se procede a revisar cual es la característica más importante y la que menos contribuye en la salida del modelo.
Probabilidad de predicción positiva: ¿Qué porcentaje de cada grupo recibe una predicción positiva?
Varianza de las predicciones dentro de un grupo: ¿Las predicciones dentro de un mismo grupo son consistentes o varían mucho?
Disparidad entre grupos: ¿Hay diferencias significativas en las tasas de predicción positiva?
Usa LIME para generar explicaciones locales sobre la influencia de las características en las predicciones del modelo.
Usa SHAP para calcular la importancia de cada característica en la toma de decisiones del modelo.
Se generan múltiples versiones de los datos y se filtran aquellas que producen resultados distintos en un modelo de clasificación.
Se calculan distancias entre las versiones originales y las alteradas, almacenando la información resultante.
Posteriormente, los valores generados se ajustan para mantener coherencia con los datos originales.